Pandas Profiling Report

Dataset statistics

Number of variables	24
Number of observations	29965
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	5.7 MiB
Average record size in memory	200.0 B

Variable types

Numeric	21
Categorical	3

Alerts

`PAY_0` is highly overall correlated with `PAY_2` and 2 other fields	High correlation
`PAY_2` is highly overall correlated with `PAY_0` and 7 other fields	High correlation
`PAY_3` is highly overall correlated with `PAY_0` and 9 other fields	High correlation
`PAY_4` is highly overall correlated with `PAY_0` and 10 other fields	High correlation
`PAY_5` is highly overall correlated with `PAY_2` and 8 other fields	High correlation
`PAY_6` is highly overall correlated with `PAY_2` and 8 other fields	High correlation
`BILL_AMT1` is highly overall correlated with `PAY_2` and 8 other fields	High correlation
`BILL_AMT2` is highly overall correlated with `PAY_2` and 10 other fields	High correlation
`BILL_AMT3` is highly overall correlated with `PAY_2` and 11 other fields	High correlation
`BILL_AMT4` is highly overall correlated with `PAY_3` and 13 other fields	High correlation
`BILL_AMT5` is highly overall correlated with `PAY_3` and 13 other fields	High correlation
`BILL_AMT6` is highly overall correlated with `PAY_4` and 11 other fields	High correlation
`PAY_AMT1` is highly overall correlated with `BILL_AMT1` and 5 other fields	High correlation
`PAY_AMT2` is highly overall correlated with `BILL_AMT3` and 5 other fields	High correlation
`PAY_AMT3` is highly overall correlated with `BILL_AMT4` and 7 other fields	High correlation
`PAY_AMT4` is highly overall correlated with `BILL_AMT4` and 6 other fields	High correlation
`PAY_AMT5` is highly overall correlated with `BILL_AMT4` and 5 other fields	High correlation
`PAY_AMT6` is highly overall correlated with `BILL_AMT5` and 4 other fields	High correlation
`PAY_0` has 14737 (49.2%) zeros	Zeros
`PAY_2` has 15730 (52.5%) zeros	Zeros
`PAY_3` has 15764 (52.6%) zeros	Zeros
`PAY_4` has 16455 (54.9%) zeros	Zeros
`PAY_5` has 16947 (56.6%) zeros	Zeros
`PAY_6` has 16286 (54.4%) zeros	Zeros
`PAY_AMT1` has 5218 (17.4%) zeros	Zeros
`PAY_AMT2` has 5365 (17.9%) zeros	Zeros
`PAY_AMT3` has 5937 (19.8%) zeros	Zeros
`PAY_AMT4` has 6377 (21.3%) zeros	Zeros
`PAY_AMT5` has 6672 (22.3%) zeros	Zeros
`PAY_AMT6` has 7142 (23.8%) zeros	Zeros

Reproduction

Analysis started	2023-03-02 14:15:46.937958
Analysis finished	2023-03-02 14:18:36.440135
Duration	2 minutes and 49.5 seconds
Software version	ydata-profiling vv4.0.0
Download configuration	config.json

LIMIT_BAL
Real number (ℝ)

Distinct	81
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.662581

Minimum	9.2104404
Maximum	13.815512
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	468.2 KiB

Quantile statistics

Minimum	9.2104404
5-th percentile	9.9035376
Q1	10.819798
median	11.849405
Q3	12.388398
95-th percentile	12.971543
Maximum	13.815512
Range	4.6050712
Interquartile range (IQR)	1.5686001

Descriptive statistics

Standard deviation	0.94129863
Coefficient of variation (CV)	0.080711006
Kurtosis	-0.51172171
Mean	11.662581
Median Absolute Deviation (MAD)	0.69314004
Skewness	-0.5127289
Sum	349469.24
Variance	0.88604312
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.81979828	3363	11.2%
9.903537551	1975	6.6%
10.30898599	1610	5.4%
11.28979441	1564	5.2%
12.20607765	1524	5.1%
11.91839724	1107	3.7%
11.51293546	1047	3.5%
12.10071769	993	3.3%
12.79386209	874	2.9%
11.00211651	825	2.8%
Other values (71)	15083	50.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9.210440367	493	1.6%
9.680406499	2	< 0.1%
9.903537551	1975	6.6%
10.30898599	1610	5.4%
10.59665973	230	0.8%
10.81979828	3363	11.2%
11.00211651	825	2.8%
11.15626481	731	2.4%
11.28979441	1564	5.2%
11.40757606	650	2.2%

Value	Count	Frequency (%)
13.81551156	1	< 0.1%
13.59236826	2	< 0.1%
13.56705048	2	< 0.1%
13.54107503	1	< 0.1%
13.52782982	4	< 0.1%
13.51440682	2	< 0.1%
13.50080118	2	< 0.1%
13.48700788	3	< 0.1%
13.47302166	6	< 0.1%
13.45883704	8	< 0.1%

SEX
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	468.2 KiB

2	18091
1	11874

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	29965
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	2
3rd row	2
4th row	2
5th row	1

Common Values

Value	Count	Frequency (%)
2	18091	60.4%
1	11874	39.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	18091	60.4%
1	11874	39.6%

Most occurring characters

Value	Count	Frequency (%)
2	18091	60.4%
1	11874	39.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	29965	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	18091	60.4%
1	11874	39.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	29965	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	18091	60.4%
1	11874	39.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	29965	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	18091	60.4%
1	11874	39.6%

EDUCATION
Real number (ℝ)

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.8536292

Minimum	0
Maximum	6
Zeros	14
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	468.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	2
Q3	2
95-th percentile	3
Maximum	6
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.79041147
Coefficient of variation (CV)	0.42641293
Kurtosis	2.079207
Mean	1.8536292
Median Absolute Deviation (MAD)	1
Skewness	0.97070927
Sum	55544
Variance	0.62475029
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
2	14019	46.8%
1	10563	35.3%
3	4915	16.4%
5	280	0.9%
4	123	0.4%
6	51	0.2%
0	14	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	< 0.1%
1	10563	35.3%
2	14019	46.8%
3	4915	16.4%
4	123	0.4%
5	280	0.9%
6	51	0.2%

Value	Count	Frequency (%)
6	51	0.2%
5	280	0.9%
4	123	0.4%
3	4915	16.4%
2	14019	46.8%
1	10563	35.3%
0	14	< 0.1%

MARRIAGE
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	468.2 KiB

2	15945
1	13643
3	323
0	54

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	29965
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	2
3rd row	2
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
2	15945	53.2%
1	13643	45.5%
3	323	1.1%
0	54	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	15945	53.2%
1	13643	45.5%
3	323	1.1%
0	54	0.2%

Most occurring characters

Value	Count	Frequency (%)
2	15945	53.2%
1	13643	45.5%
3	323	1.1%
0	54	0.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	29965	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	15945	53.2%
1	13643	45.5%
3	323	1.1%
0	54	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	29965	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	15945	53.2%
1	13643	45.5%
3	323	1.1%
0	54	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	29965	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	15945	53.2%
1	13643	45.5%
3	323	1.1%
0	54	0.2%

AGE
Real number (ℝ)

Distinct	56
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.487969

Minimum	21
Maximum	79
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	468.2 KiB

Quantile statistics

Minimum	21
5-th percentile	23
Q1	28
median	34
Q3	41
95-th percentile	53
Maximum	79
Range	58
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	9.2194592
Coefficient of variation (CV)	0.25979112
Kurtosis	0.043988015
Mean	35.487969
Median Absolute Deviation (MAD)	6
Skewness	0.732056
Sum	1063397
Variance	84.998429
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29	1602	5.3%
27	1475	4.9%
28	1406	4.7%
30	1394	4.7%
26	1252	4.2%
31	1213	4.0%
25	1185	4.0%
34	1161	3.9%
32	1157	3.9%
33	1146	3.8%
Other values (46)	16974	56.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21	67	0.2%
22	560	1.9%
23	930	3.1%
24	1126	3.8%
25	1185	4.0%
26	1252	4.2%
27	1475	4.9%
28	1406	4.7%
29	1602	5.3%
30	1394	4.7%

Value	Count	Frequency (%)
79	1	< 0.1%
75	3	< 0.1%
74	1	< 0.1%
73	4	< 0.1%
72	3	< 0.1%
71	3	< 0.1%
70	10	< 0.1%
69	15	0.1%
68	5	< 0.1%
67	16	0.1%

PAY_0
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.016752878

Minimum	-2
Maximum	8
Zeros	14737
Zeros (%)	49.2%
Negative	8432
Negative (%)	28.1%
Memory size	468.2 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.123492
Coefficient of variation (CV)	-67.062627
Kurtosis	2.7300384
Mean	-0.016752878
Median Absolute Deviation (MAD)	1
Skewness	0.73460648
Sum	-502
Variance	1.2622343
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	14737	49.2%
-1	5682	19.0%
1	3667	12.2%
-2	2750	9.2%
2	2666	8.9%
3	322	1.1%
4	76	0.3%
5	26	0.1%
8	19	0.1%
6	11	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2	2750	9.2%
-1	5682	19.0%
0	14737	49.2%
1	3667	12.2%
2	2666	8.9%
3	322	1.1%
4	76	0.3%
5	26	0.1%
6	11	< 0.1%
7	9	< 0.1%

Value	Count	Frequency (%)
8	19	0.1%
7	9	< 0.1%
6	11	< 0.1%
5	26	0.1%
4	76	0.3%
3	322	1.1%
2	2666	8.9%
1	3667	12.2%
0	14737	49.2%
-1	5682	19.0%

PAY_2
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.13185383

Minimum	-2
Maximum	8
Zeros	15730
Zeros (%)	52.5%
Negative	9798
Negative (%)	32.7%
Memory size	468.2 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.1963217
Coefficient of variation (CV)	-9.0730903
Kurtosis	1.5776087
Mean	-0.13185383
Median Absolute Deviation (MAD)	0
Skewness	0.79207041
Sum	-3951
Variance	1.4311856
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	15730	52.5%
-1	6046	20.2%
2	3926	13.1%
-2	3752	12.5%
3	326	1.1%
4	99	0.3%
1	28	0.1%
5	25	0.1%
7	20	0.1%
6	12	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2	3752	12.5%
-1	6046	20.2%
0	15730	52.5%
1	28	0.1%
2	3926	13.1%
3	326	1.1%
4	99	0.3%
5	25	0.1%
6	12	< 0.1%
7	20	0.1%

Value	Count	Frequency (%)
8	1	< 0.1%
7	20	0.1%
6	12	< 0.1%
5	25	0.1%
4	99	0.3%
3	326	1.1%
2	3926	13.1%
1	28	0.1%
0	15730	52.5%
-1	6046	20.2%

PAY_3
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.16439179

Minimum	-2
Maximum	8
Zeros	15764
Zeros (%)	52.6%
Negative	9989
Negative (%)	33.3%
Memory size	468.2 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.1958775
Coefficient of variation (CV)	-7.2745574
Kurtosis	2.091666
Mean	-0.16439179
Median Absolute Deviation (MAD)	0
Skewness	0.84146398
Sum	-4926
Variance	1.430123
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	15764	52.6%
-1	5934	19.8%
-2	4055	13.5%
2	3819	12.7%
3	240	0.8%
4	75	0.3%
7	27	0.1%
6	23	0.1%
5	21	0.1%
1	4	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2	4055	13.5%
-1	5934	19.8%
0	15764	52.6%
1	4	< 0.1%
2	3819	12.7%
3	240	0.8%
4	75	0.3%
5	21	0.1%
6	23	0.1%
7	27	0.1%

Value	Count	Frequency (%)
8	3	< 0.1%
7	27	0.1%
6	23	0.1%
5	21	0.1%
4	75	0.3%
3	240	0.8%
2	3819	12.7%
1	4	< 0.1%
0	15764	52.6%
-1	5934	19.8%

PAY_4
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.21892208

Minimum	-2
Maximum	8
Zeros	16455
Zeros (%)	54.9%
Negative	10001
Negative (%)	33.4%
Memory size	468.2 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.1681752
Coefficient of variation (CV)	-5.3360319
Kurtosis	3.5089621
Mean	-0.21892208
Median Absolute Deviation (MAD)	0
Skewness	1.0007986
Sum	-6560
Variance	1.3646333
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	16455	54.9%
-1	5683	19.0%
-2	4318	14.4%
2	3159	10.5%
3	180	0.6%
4	68	0.2%
7	58	0.2%
5	35	0.1%
6	5	< 0.1%
1	2	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2	4318	14.4%
-1	5683	19.0%
0	16455	54.9%
1	2	< 0.1%
2	3159	10.5%
3	180	0.6%
4	68	0.2%
5	35	0.1%
6	5	< 0.1%
7	58	0.2%

Value	Count	Frequency (%)
8	2	< 0.1%
7	58	0.2%
6	5	< 0.1%
5	35	0.1%
4	68	0.2%
3	180	0.6%
2	3159	10.5%
1	2	< 0.1%
0	16455	54.9%
-1	5683	19.0%

PAY_5
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.26450859

Minimum	-2
Maximum	8
Zeros	16947
Zeros (%)	56.6%
Negative	10051
Negative (%)	33.5%
Memory size	468.2 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.1322199
Coefficient of variation (CV)	-4.2804653
Kurtosis	4.0035623
Mean	-0.26450859
Median Absolute Deviation (MAD)	0
Skewness	1.009329
Sum	-7926
Variance	1.2819218
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	16947	56.6%
-1	5535	18.5%
-2	4516	15.1%
2	2626	8.8%
3	178	0.6%
4	83	0.3%
7	58	0.2%
5	17	0.1%
6	4	< 0.1%
8	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2	4516	15.1%
-1	5535	18.5%
0	16947	56.6%
2	2626	8.8%
3	178	0.6%
4	83	0.3%
5	17	0.1%
6	4	< 0.1%
7	58	0.2%
8	1	< 0.1%

Value	Count	Frequency (%)
8	1	< 0.1%
7	58	0.2%
6	4	< 0.1%
5	17	0.1%
4	83	0.3%
3	178	0.6%
2	2626	8.8%
0	16947	56.6%
-1	5535	18.5%
-2	4516	15.1%

PAY_6
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.28943768

Minimum	-2
Maximum	8
Zeros	16286
Zeros (%)	54.4%
Negative	10601
Negative (%)	35.4%
Memory size	468.2 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.1490901
Coefficient of variation (CV)	-3.9700778
Kurtosis	3.4372569
Mean	-0.28943768
Median Absolute Deviation (MAD)	0
Skewness	0.94860899
Sum	-8673
Variance	1.3204081
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	16286	54.4%
-1	5736	19.1%
-2	4865	16.2%
2	2766	9.2%
3	184	0.6%
4	48	0.2%
7	46	0.2%
6	19	0.1%
5	13	< 0.1%
8	2	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2	4865	16.2%
-1	5736	19.1%
0	16286	54.4%
2	2766	9.2%
3	184	0.6%
4	48	0.2%
5	13	< 0.1%
6	19	0.1%
7	46	0.2%
8	2	< 0.1%

Value	Count	Frequency (%)
8	2	< 0.1%
7	46	0.2%
6	19	0.1%
5	13	< 0.1%
4	48	0.2%
3	184	0.6%
2	2766	9.2%
0	16286	54.4%
-1	5736	19.1%
-2	4865	16.2%

BILL_AMT1
Real number (ℝ)

Distinct	22723
Distinct (%)	75.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	176.25262

Minimum	-406.91522
Maximum	982.09572
Zeros	0
Zeros (%)	0.0%
Negative	590
Negative (%)	2.0%
Memory size	468.2 KiB

Quantile statistics

Minimum	-406.91522
5-th percentile	1
Q1	59.966657
median	149.79653
Q3	259.34726
95-th percentile	448.67003
Maximum	982.09572
Range	1389.0109
Interquartile range (IQR)	199.3806

Descriptive statistics

Standard deviation	142.35573
Coefficient of variation (CV)	0.80768007
Kurtosis	0.5973453
Mean	176.25262
Median Absolute Deviation (MAD)	96.579201
Skewness	0.90287644
Sum	5281409.9
Variance	20265.154
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1978	6.6%
19.77371993	243	0.8%
27.94637722	76	0.3%
18.08314132	72	0.2%
17.80449381	63	0.2%
50.009999	59	0.2%
19.92485885	48	0.2%
49	39	0.1%
20.42057786	29	0.1%
22.38302929	25	0.1%
Other values (22713)	27333	91.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-406.9152246	1	< 0.1%
-393.6661022	1	< 0.1%
-123.7255026	1	< 0.1%
-119.9416525	1	< 0.1%
-107.4476617	1	< 0.1%
-103.3537614	1	< 0.1%
-99.00505038	1	< 0.1%
-95.36770942	1	< 0.1%
-90.48204242	1	< 0.1%
-86.24384036	1	< 0.1%

Value	Count	Frequency (%)
982.0957183	1	< 0.1%
864.1845868	1	< 0.1%
808.1231342	1	< 0.1%
794.0144835	1	< 0.1%
791.6116472	1	< 0.1%
788.5112555	1	< 0.1%
783.4928206	1	< 0.1%
781.4883236	1	< 0.1%
780.12499	1	< 0.1%
777.1872361	1	< 0.1%

BILL_AMT2
Real number (ℝ)

Distinct	22346
Distinct (%)	74.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	171.50088

Minimum	-264.15336
Maximum	991.93347
Zeros	0
Zeros (%)	0.0%
Negative	669
Negative (%)	2.2%
Memory size	468.2 KiB

Quantile statistics

Minimum	-264.15336
5-th percentile	1
Q1	54.87258
median	145.93149
Q3	253.19953
95-th percentile	441.46415
Maximum	991.93347
Range	1256.0868
Interquartile range (IQR)	198.32695

Descriptive statistics

Standard deviation	140.99789
Coefficient of variation (CV)	0.8221409
Kurtosis	0.57725256
Mean	171.50088
Median Absolute Deviation (MAD)	96.737995
Skewness	0.88724829
Sum	5139023.9
Variance	19880.405
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	2476	8.3%
19.77371993	230	0.8%
18.08314132	75	0.3%
27.94637722	75	0.3%
17.80449381	72	0.2%
50.009999	51	0.2%
19.92485885	50	0.2%
49	42	0.1%
-14.14213562	29	0.1%
20.42057786	28	0.1%
Other values (22336)	26837	89.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-264.1533645	1	< 0.1%
-259.8576533	1	< 0.1%
-182.6198237	1	< 0.1%
-173.2050808	1	< 0.1%
-161.9073809	1	< 0.1%
-157.1750616	1	< 0.1%
-157.1686992	1	< 0.1%
-151.5255754	1	< 0.1%
-136.4477922	1	< 0.1%
-134.4916354	1	< 0.1%

Value	Count	Frequency (%)
991.9334655	1	< 0.1%
862.5375354	1	< 0.1%
819.4900854	1	< 0.1%
804.2207408	1	< 0.1%
790.2379389	1	< 0.1%
778.424049	1	< 0.1%
773.1713911	1	< 0.1%
766.0456905	1	< 0.1%
762.7424205	1	< 0.1%
760.0539455	1	< 0.1%

BILL_AMT3
Real number (ℝ)

Distinct	22026
Distinct (%)	73.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	166.88286

Minimum	-396.56525
Maximum	1289.9961
Zeros	0
Zeros (%)	0.0%
Negative	655
Negative (%)	2.2%
Memory size	468.2 KiB

Quantile statistics

Minimum	-396.56525
5-th percentile	1
Q1	52.076866
median	141.90137
Q3	245.36096
95-th percentile	433.47664
Maximum	1289.9961
Range	1686.5614
Interquartile range (IQR)	193.28409

Descriptive statistics

Standard deviation	138.86594
Coefficient of variation (CV)	0.83211626
Kurtosis	0.75948204
Mean	166.88286
Median Absolute Deviation (MAD)	94.954596
Skewness	0.91312632
Sum	5000645
Variance	19283.75
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	2840	9.5%
19.77371993	274	0.9%
27.94637722	74	0.2%
18.08314132	63	0.2%
17.80449381	62	0.2%
19.92485885	47	0.2%
50.009999	40	0.1%
49	39	0.1%
20.42057786	29	0.1%
14.17744688	27	0.1%
Other values (22016)	26470	88.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-396.5652531	1	< 0.1%
-248.0040322	1	< 0.1%
-214.7719721	1	< 0.1%
-184.5020325	1	< 0.1%
-159.5086205	1	< 0.1%
-157.1686992	1	< 0.1%
-142.5482374	1	< 0.1%
-133.0638944	1	< 0.1%
-126.1348485	1	< 0.1%
-125.0639836	1	< 0.1%

Value	Count	Frequency (%)
1289.996124	1	< 0.1%
924.7091435	1	< 0.1%
832.5454943	1	< 0.1%
830.4480718	1	< 0.1%
830.4384384	1	< 0.1%
795.0106918	1	< 0.1%
772.9269047	1	< 0.1%
760.9020962	1	< 0.1%
760.2354898	1	< 0.1%
759.6156923	1	< 0.1%

BILL_AMT4
Real number (ℝ)

Distinct	21548
Distinct (%)	71.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	159.30609

Minimum	-412.31056
Maximum	944.23885
Zeros	0
Zeros (%)	0.0%
Negative	675
Negative (%)	2.3%
Memory size	468.2 KiB

Quantile statistics

Minimum	-412.31056
5-th percentile	1
Q1	48.590122
median	138.13761
Q3	233.67071
95-th percentile	417.69702
Maximum	944.23885
Range	1356.5494
Interquartile range (IQR)	185.08059

Descriptive statistics

Standard deviation	134.20123
Coefficient of variation (CV)	0.84241118
Kurtosis	0.726649
Mean	159.30609
Median Absolute Deviation (MAD)	91.505589
Skewness	0.92365353
Sum	4773606.9
Variance	18009.97
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	3165	10.6%
19.77371993	245	0.8%
27.94637722	101	0.3%
17.80449381	68	0.2%
18.08314132	62	0.2%
19.92485885	43	0.1%
49	39	0.1%
12.28820573	39	0.1%
50.009999	34	0.1%
20.42057786	33	0.1%
Other values (21538)	26136	87.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-412.3105626	1	< 0.1%
-285.191164	1	< 0.1%
-255.2782795	1	< 0.1%
-224.9799991	1	< 0.1%
-215.9328599	1	< 0.1%
-185.7498318	1	< 0.1%
-165.8010856	1	< 0.1%
-155.8941949	1	< 0.1%
-148.687592	1	< 0.1%
-142.5482374	1	< 0.1%

Value	Count	Frequency (%)
944.2388469	1	< 0.1%
840.752639	1	< 0.1%
792.9060474	1	< 0.1%
785.3897122	1	< 0.1%
756.839481	1	< 0.1%
754.3440859	1	< 0.1%
752.1103642	1	< 0.1%
750.6956774	1	< 0.1%
740.2844048	1	< 0.1%
736.6505277	1	< 0.1%

BILL_AMT5
Real number (ℝ)

Distinct	21010
Distinct (%)	70.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	152.46005

Minimum	-285.19116
Maximum	962.89771
Zeros	0
Zeros (%)	0.0%
Negative	655
Negative (%)	2.2%
Memory size	468.2 KiB

Quantile statistics

Minimum	-285.19116
5-th percentile	1
Q1	42.284749
median	134.6514
Q3	224.16066
95-th percentile	407.19357
Maximum	962.89771
Range	1248.0889
Interquartile range (IQR)	181.87591

Descriptive statistics

Standard deviation	131.10028
Coefficient of variation (CV)	0.85989923
Kurtosis	0.73117903
Mean	152.46005
Median Absolute Deviation (MAD)	90.959297
Skewness	0.93757846
Sum	4568465.5
Variance	17187.284
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	3476	11.6%
19.77371993	234	0.8%
27.94637722	94	0.3%
17.80449381	79	0.3%
18.08314132	62	0.2%
12.28820573	58	0.2%
19.92485885	46	0.2%
49	39	0.1%
50.009999	37	0.1%
20.42057786	36	0.1%
Other values (21000)	25804	86.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-285.191164	1	< 0.1%
-247.733728	1	< 0.1%
-230.2324912	1	< 0.1%
-215.9328599	1	< 0.1%
-193.8917224	1	< 0.1%
-190.1473113	1	< 0.1%
-174.5880866	1	< 0.1%
-168.330033	1	< 0.1%
-151.6673993	1	< 0.1%
-144.0590157	1	< 0.1%

Value	Count	Frequency (%)
962.89771	1	< 0.1%
907.4915978	1	< 0.1%
766.2036283	1	< 0.1%
742.7671237	1	< 0.1%
740.1898405	1	< 0.1%
728.4730606	1	< 0.1%
724.0966786	1	< 0.1%
718.4288413	1	< 0.1%
717.0181309	1	< 0.1%
712.8912961	1	< 0.1%

BILL_AMT6
Real number (ℝ)

Distinct	20604
Distinct (%)	68.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	147.81452

Minimum	-582.75467
Maximum	980.6452
Zeros	0
Zeros (%)	0.0%
Negative	688
Negative (%)	2.3%
Memory size	468.2 KiB

Quantile statistics

Minimum	-582.75467
5-th percentile	1
Q1	35.538711
median	130.86252
Q3	221.93017
95-th percentile	402.409
Maximum	980.6452
Range	1563.3999
Interquartile range (IQR)	186.39146

Descriptive statistics

Standard deviation	131.18923
Coefficient of variation (CV)	0.88752602
Kurtosis	0.72072168
Mean	147.81452
Median Absolute Deviation (MAD)	93.249056
Skewness	0.92004715
Sum	4429262
Variance	17210.614
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	3990	13.3%
19.77371993	206	0.7%
27.94637722	86	0.3%
12.28820573	78	0.3%
17.80449381	77	0.3%
18.08314132	56	0.2%
19.92485885	44	0.1%
20.42057786	36	0.1%
-4.242640687	33	0.1%
49	32	0.1%
Other values (20594)	25327	84.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-582.7546654	1	< 0.1%
-457.2209532	1	< 0.1%
-388.5267044	1	< 0.1%
-307.6117683	1	< 0.1%
-271.8363478	1	< 0.1%
-238.8723508	1	< 0.1%
-226.8104936	1	< 0.1%
-226.2366018	1	< 0.1%
-215.9328599	1	< 0.1%
-213.8550911	1	< 0.1%

Value	Count	Frequency (%)
980.6451958	1	< 0.1%
836.6271571	1	< 0.1%
754.0815606	1	< 0.1%
726.4378845	1	< 0.1%
726.3380756	1	< 0.1%
717.6182829	1	< 0.1%
716.79774	1	< 0.1%
715.4760653	1	< 0.1%
708.0755609	1	< 0.1%
706.4708062	1	< 0.1%

PAY_AMT1
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	7943
Distinct (%)	26.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.6368885

Minimum	0
Maximum	13.680324
Zeros	5218
Zeros (%)	17.4%
Negative	0
Negative (%)	0.0%
Memory size	468.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6.9087548
median	7.6511202
Q3	8.5189916
95-th percentile	9.822722
Maximum	13.680324
Range	13.680324
Interquartile range (IQR)	1.6102368

Descriptive statistics

Standard deviation	3.2451887
Coefficient of variation (CV)	0.48896236
Kurtosis	0.28541881
Mean	6.6368885
Median Absolute Deviation (MAD)	0.866273
Skewness	-1.2975552
Sum	198874.36
Variance	10.531249
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5218	17.4%
7.601402335	1363	4.5%
8.006700845	891	3.0%
8.517393171	698	2.3%
7.313886832	507	1.7%
8.294299609	426	1.4%
9.210440367	401	1.3%
6.908754779	365	1.2%
7.824445931	298	1.0%
8.699681401	294	1.0%
Other values (7933)	19504	65.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5218	17.4%
0.6931471806	9	< 0.1%
1.098612289	14	< 0.1%
1.386294361	15	0.1%
1.609437912	18	0.1%
1.791759469	12	< 0.1%
1.945910149	15	0.1%
2.079441542	9	< 0.1%
2.197224577	8	< 0.1%
2.302585093	7	< 0.1%

Value	Count	Frequency (%)
13.68032408	1	< 0.1%
13.13231569	1	< 0.1%
13.10899238	1	< 0.1%
12.95726229	1	< 0.1%
12.91168432	1	< 0.1%
12.81638155	1	< 0.1%
12.68545404	1	< 0.1%
12.62746359	1	< 0.1%
12.61818561	1	< 0.1%
12.61167108	1	< 0.1%

PAY_AMT2
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	7899
Distinct (%)	26.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.5694592

Minimum	0
Maximum	14.336837
Zeros	5365
Zeros (%)	17.9%
Negative	0
Negative (%)	0.0%
Memory size	468.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6.7464121
median	7.6063874
Q3	8.5173932
95-th percentile	9.8538665
Maximum	14.336837
Range	14.336837
Interquartile range (IQR)	1.770981

Descriptive statistics

Standard deviation	3.2738568
Coefficient of variation (CV)	0.49834495
Kurtosis	0.16290234
Mean	6.5694592
Median Absolute Deviation (MAD)	0.91100578
Skewness	-1.2447624
Sum	196853.85
Variance	10.718138
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5365	17.9%
7.601402335	1290	4.3%
8.006700845	857	2.9%
8.517393171	717	2.4%
6.908754779	594	2.0%
7.313886832	521	1.7%
8.294299609	410	1.4%
9.210440367	318	1.1%
8.699681401	283	0.9%
7.824445931	251	0.8%
Other values (7889)	19359	64.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5365	17.9%
0.6931471806	15	0.1%
1.098612289	20	0.1%
1.386294361	18	0.1%
1.609437912	11	< 0.1%
1.791759469	25	0.1%
1.945910149	8	< 0.1%
2.079441542	12	< 0.1%
2.197224577	9	< 0.1%
2.302585093	6	< 0.1%

Value	Count	Frequency (%)
14.33683686	1	< 0.1%
14.02015037	1	< 0.1%
14.01064304	1	< 0.1%
13.83973184	1	< 0.1%
13.27158479	1	< 0.1%
12.93736544	1	< 0.1%
12.90172668	1	< 0.1%
12.86908788	1	< 0.1%
12.86159324	1	< 0.1%
12.86096485	1	< 0.1%

PAY_AMT3
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	7518
Distinct (%)	25.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.2896687

Minimum	0
Maximum	13.705741
Zeros	5937
Zeros (%)	19.8%
Negative	0
Negative (%)	0.0%
Memory size	468.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5.9687076
median	7.4983159
Q3	8.4147174
95-th percentile	9.7758587
Maximum	13.705741
Range	13.705741
Interquartile range (IQR)	2.4460098

Descriptive statistics

Standard deviation	3.3455667
Coefficient of variation (CV)	0.53191461
Kurtosis	-0.24243414
Mean	6.2896687
Median Absolute Deviation (MAD)	1.0190773
Skewness	-1.0834996
Sum	188469.92
Variance	11.192816
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5937	19.8%
7.601402335	1285	4.3%
6.908754779	1103	3.7%
8.006700845	870	2.9%
8.517393171	721	2.4%
7.313886832	490	1.6%
8.294299609	381	1.3%
9.210440367	312	1.0%
7.090909822	243	0.8%
8.699681401	241	0.8%
Other values (7508)	18382	61.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5937	19.8%
0.6931471806	13	< 0.1%
1.098612289	19	0.1%
1.386294361	14	< 0.1%
1.609437912	15	0.1%
1.791759469	18	0.1%
1.945910149	14	< 0.1%
2.079441542	18	0.1%
2.197224577	10	< 0.1%
2.302585093	12	< 0.1%

Value	Count	Frequency (%)
13.70574145	1	< 0.1%
13.69790201	1	< 0.1%
13.13868938	1	< 0.1%
12.94225297	1	< 0.1%
12.90164937	1	< 0.1%
12.89192579	1	< 0.1%
12.84918626	1	< 0.1%
12.82589347	1	< 0.1%
12.76396123	1	< 0.1%
12.74915827	1	< 0.1%

PAY_AMT4
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6937
Distinct (%)	23.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.0839568

Minimum	0
Maximum	13.339088
Zeros	6377
Zeros (%)	21.3%
Negative	0
Negative (%)	0.0%
Memory size	468.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5.7071103
median	7.3138868
Q3	8.2982906
95-th percentile	9.6827162
Maximum	13.339088
Range	13.339088
Interquartile range (IQR)	2.5911804

Descriptive statistics

Standard deviation	3.3929404
Coefficient of variation (CV)	0.55768648
Kurtosis	-0.49248166
Mean	6.0839568
Median Absolute Deviation (MAD)	1.2035063
Skewness	-0.96987039
Sum	182305.77
Variance	11.512045
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6377	21.3%
6.908754779	1394	4.7%
7.601402335	1214	4.1%
8.006700845	887	3.0%
8.517393171	810	2.7%
7.313886832	441	1.5%
8.294299609	402	1.3%
9.210440367	341	1.1%
7.824445931	259	0.9%
6.216606101	258	0.9%
Other values (6927)	17582	58.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6377	21.3%
0.6931471806	22	0.1%
1.098612289	22	0.1%
1.386294361	13	< 0.1%
1.609437912	20	0.1%
1.791759469	12	< 0.1%
1.945910149	16	0.1%
2.079441542	11	< 0.1%
2.197224577	7	< 0.1%
2.302585093	9	< 0.1%

Value	Count	Frequency (%)
13.33908797	1	< 0.1%
13.17855088	1	< 0.1%
13.11634732	1	< 0.1%
12.97648406	1	< 0.1%
12.89933732	1	< 0.1%
12.7122545	1	< 0.1%
12.70982229	1	< 0.1%
12.6761044	1	< 0.1%
12.65426194	1	< 0.1%
12.5878016	1	< 0.1%

PAY_AMT5
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6897
Distinct (%)	23.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.0383791

Minimum	0
Maximum	12.963438
Zeros	6672
Zeros (%)	22.3%
Negative	0
Negative (%)	0.0%
Memory size	468.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5.5683445
median	7.3138868
Q3	8.3047423
95-th percentile	9.6804065
Maximum	12.963438
Range	12.963438
Interquartile range (IQR)	2.7363978

Descriptive statistics

Standard deviation	3.4405253
Coefficient of variation (CV)	0.56977629
Kurtosis	-0.58900373
Mean	6.0383791
Median Absolute Deviation (MAD)	1.2035063
Skewness	-0.94209151
Sum	180940.03
Variance	11.837214
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6672	22.3%
6.908754779	1340	4.5%
7.601402335	1323	4.4%
8.006700845	947	3.2%
8.517393171	814	2.7%
7.313886832	426	1.4%
8.294299609	401	1.3%
9.210440367	343	1.1%
6.216606101	250	0.8%
8.699681401	247	0.8%
Other values (6887)	17202	57.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6672	22.3%
0.6931471806	21	0.1%
1.098612289	13	< 0.1%
1.386294361	13	< 0.1%
1.609437912	12	< 0.1%
1.791759469	9	< 0.1%
1.945910149	7	< 0.1%
2.079441542	9	< 0.1%
2.197224577	6	< 0.1%
2.302585093	6	< 0.1%

Value	Count	Frequency (%)
12.96343798	1	< 0.1%
12.94321518	1	< 0.1%
12.86894617	1	< 0.1%
12.84599836	1	< 0.1%
12.71289326	1	< 0.1%
12.7122545	1	< 0.1%
12.70982229	1	< 0.1%
12.697379	1	< 0.1%
12.66690308	1	< 0.1%
12.64476619	1	< 0.1%

PAY_AMT6
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6939
Distinct (%)	23.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.9389026

Minimum	0
Maximum	13.178114
Zeros	7142
Zeros (%)	23.8%
Negative	0
Negative (%)	0.0%
Memory size	468.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4.8828019
median	7.3138868
Q3	8.2942996
95-th percentile	9.763386
Maximum	13.178114
Range	13.178114
Interquartile range (IQR)	3.4114977

Descriptive statistics

Standard deviation	3.524975
Coefficient of variation (CV)	0.5935398
Kurtosis	-0.75895716
Mean	5.9389026
Median Absolute Deviation (MAD)	1.2035063
Skewness	-0.8580643
Sum	177959.21
Variance	12.425449
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7142	23.8%
6.908754779	1299	4.3%
7.601402335	1295	4.3%
8.006700845	914	3.1%
8.517393171	808	2.7%
7.313886832	439	1.5%
8.294299609	411	1.4%
9.210440367	356	1.2%
6.216606101	247	0.8%
8.699681401	220	0.7%
Other values (6929)	16834	56.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7142	23.8%
0.6931471806	20	0.1%
1.098612289	9	< 0.1%
1.386294361	14	< 0.1%
1.609437912	12	< 0.1%
1.791759469	7	< 0.1%
1.945910149	6	< 0.1%
2.079441542	5	< 0.1%
2.197224577	6	< 0.1%
2.302585093	7	< 0.1%

Value	Count	Frequency (%)
13.17811402	1	< 0.1%
13.17522903	1	< 0.1%
13.00132956	1	< 0.1%
12.95276296	1	< 0.1%
12.90793425	1	< 0.1%
12.84000312	1	< 0.1%
12.82798158	1	< 0.1%
12.76934745	1	< 0.1%
12.75215151	1	< 0.1%
12.63785831	1	< 0.1%

default.payment.next.month
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	468.2 KiB

0	23335
1	6630

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	29965
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	23335	77.9%
1	6630	22.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	23335	77.9%
1	6630	22.1%

Most occurring characters

Value	Count	Frequency (%)
0	23335	77.9%
1	6630	22.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	29965	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	23335	77.9%
1	6630	22.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	29965	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	23335	77.9%
1	6630	22.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	29965	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	23335	77.9%
1	6630	22.1%

Auto

Heatmap
Table

	LIMIT_BAL	EDUCATION	AGE	PAY_0	PAY_2	PAY_3	PAY_4	PAY_5	PAY_6	BILL_AMT1	BILL_AMT2	BILL_AMT3	BILL_AMT4	BILL_AMT5	BILL_AMT6	PAY_AMT1	PAY_AMT2	PAY_AMT3	PAY_AMT4	PAY_AMT5	PAY_AMT6	SEX	MARRIAGE	default.payment.next.month
LIMIT_BAL	1.000	-0.263	0.186	-0.297	-0.342	-0.331	-0.308	-0.285	-0.264	0.055	0.050	0.062	0.074	0.082	0.089	0.274	0.280	0.286	0.285	0.295	0.319	0.134	0.073	0.173
EDUCATION	-0.263	1.000	0.159	0.133	0.168	0.161	0.151	0.136	0.123	0.094	0.092	0.080	0.068	0.059	0.055	-0.043	-0.048	-0.043	-0.044	-0.051	-0.054	0.029	0.114	0.072
AGE	0.186	0.159	1.000	-0.064	-0.084	-0.084	-0.081	-0.083	-0.076	0.001	0.001	0.002	-0.004	-0.001	-0.000	0.033	0.044	0.033	0.040	0.038	0.039	0.091	0.286	0.048
PAY_0	-0.297	0.133	-0.064	1.000	0.629	0.550	0.518	0.488	0.465	0.316	0.331	0.316	0.308	0.300	0.290	-0.098	-0.063	-0.054	-0.034	-0.026	-0.045	0.059	0.036	0.422
PAY_2	-0.342	0.168	-0.084	0.629	1.000	0.799	0.712	0.673	0.634	0.570	0.550	0.517	0.496	0.477	0.458	0.018	0.081	0.085	0.093	0.097	0.080	0.071	0.034	0.340
PAY_3	-0.331	0.161	-0.084	0.550	0.799	1.000	0.800	0.718	0.670	0.523	0.587	0.556	0.530	0.506	0.483	0.214	0.034	0.101	0.117	0.122	0.096	0.067	0.032	0.294
PAY_4	-0.308	0.151	-0.081	0.518	0.712	0.800	1.000	0.822	0.731	0.511	0.557	0.618	0.592	0.560	0.532	0.183	0.244	0.067	0.142	0.160	0.141	0.063	0.035	0.278
PAY_5	-0.285	0.136	-0.083	0.488	0.673	0.718	0.822	1.000	0.820	0.498	0.536	0.586	0.649	0.617	0.578	0.173	0.220	0.258	0.104	0.183	0.170	0.056	0.033	0.269
PAY_6	-0.264	0.123	-0.076	0.465	0.634	0.670	0.731	0.820	1.000	0.487	0.522	0.560	0.605	0.667	0.629	0.176	0.198	0.236	0.282	0.139	0.196	0.047	0.030	0.249
BILL_AMT1	0.055	0.094	0.001	0.316	0.570	0.523	0.511	0.498	0.487	1.000	0.911	0.857	0.807	0.769	0.734	0.501	0.471	0.439	0.441	0.424	0.409	0.046	0.024	0.039
BILL_AMT2	0.050	0.092	0.001	0.331	0.550	0.587	0.557	0.536	0.522	0.911	1.000	0.908	0.848	0.803	0.765	0.635	0.496	0.467	0.460	0.448	0.428	0.053	0.032	0.036
BILL_AMT3	0.062	0.080	0.002	0.316	0.517	0.556	0.618	0.586	0.560	0.857	0.908	1.000	0.903	0.848	0.804	0.549	0.637	0.491	0.487	0.476	0.457	0.040	0.026	0.032
BILL_AMT4	0.074	0.068	-0.004	0.308	0.496	0.530	0.592	0.649	0.605	0.807	0.848	0.903	1.000	0.903	0.848	0.511	0.554	0.633	0.506	0.503	0.480	0.041	0.027	0.032
BILL_AMT5	0.082	0.059	-0.001	0.300	0.477	0.506	0.560	0.617	0.667	0.769	0.803	0.848	0.903	1.000	0.902	0.481	0.514	0.548	0.646	0.524	0.508	0.038	0.036	0.034
BILL_AMT6	0.089	0.055	-0.000	0.290	0.458	0.483	0.532	0.578	0.629	0.734	0.765	0.804	0.848	0.902	1.000	0.455	0.486	0.518	0.569	0.666	0.528	0.027	0.022	0.015
PAY_AMT1	0.274	-0.043	0.033	-0.098	0.018	0.214	0.183	0.173	0.176	0.501	0.635	0.549	0.511	0.481	0.455	1.000	0.511	0.518	0.485	0.467	0.454	0.028	0.027	0.176
PAY_AMT2	0.280	-0.048	0.044	-0.063	0.081	0.034	0.244	0.220	0.198	0.471	0.496	0.637	0.554	0.514	0.486	0.511	1.000	0.515	0.519	0.496	0.490	0.028	0.028	0.156
PAY_AMT3	0.286	-0.043	0.033	-0.054	0.085	0.101	0.067	0.258	0.236	0.439	0.467	0.491	0.633	0.548	0.518	0.518	0.515	1.000	0.515	0.533	0.505	0.043	0.019	0.146
PAY_AMT4	0.285	-0.044	0.040	-0.034	0.093	0.117	0.142	0.104	0.282	0.441	0.460	0.487	0.506	0.646	0.569	0.485	0.519	0.515	1.000	0.533	0.546	0.030	0.025	0.133
PAY_AMT5	0.295	-0.051	0.038	-0.026	0.097	0.122	0.160	0.183	0.139	0.424	0.448	0.476	0.503	0.524	0.666	0.467	0.496	0.533	0.533	1.000	0.548	0.030	0.023	0.119
PAY_AMT6	0.319	-0.054	0.039	-0.045	0.080	0.096	0.141	0.170	0.196	0.409	0.428	0.457	0.480	0.508	0.528	0.454	0.490	0.505	0.546	0.548	1.000	0.042	0.022	0.121
SEX	0.134	0.029	0.091	0.059	0.071	0.067	0.063	0.056	0.047	0.046	0.053	0.040	0.041	0.038	0.027	0.028	0.028	0.043	0.030	0.030	0.042	1.000	0.032	0.039
MARRIAGE	0.073	0.114	0.286	0.036	0.034	0.032	0.035	0.033	0.030	0.024	0.032	0.026	0.027	0.036	0.022	0.027	0.028	0.019	0.025	0.023	0.022	0.032	1.000	0.033
default.payment.next.month	0.173	0.072	0.048	0.422	0.340	0.294	0.278	0.269	0.249	0.039	0.036	0.032	0.032	0.034	0.015	0.176	0.156	0.146	0.133	0.119	0.121	0.039	0.033	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	LIMIT_BAL	SEX	EDUCATION	MARRIAGE	AGE	PAY_0	PAY_2	PAY_3	PAY_4	PAY_5	PAY_6	BILL_AMT1	BILL_AMT2	BILL_AMT3	BILL_AMT4	BILL_AMT5	BILL_AMT6	PAY_AMT1	PAY_AMT2	PAY_AMT3	PAY_AMT4	PAY_AMT5	PAY_AMT6	default.payment.next.month
ID
1	9.903538	2	2	1	24	2	2	-1	-1	-2	-2	62.561969	55.704578	26.267851	1.000000	1.000000	1.000000	0.000000	6.536692	0.000000	0.000000	0.000000	0.000000	1
2	11.695255	2	2	2	26	-1	2	0	0	0	2	51.797683	41.545156	51.797683	57.210139	58.787754	57.113921	0.000000	6.908755	6.908755	6.908755	0.000000	7.601402	1
3	11.407576	2	2	2	34	0	0	0	0	0	0	170.997076	118.439858	116.447413	119.716331	122.266103	124.699639	7.325808	7.313887	6.908755	6.908755	6.908755	8.517393	0
4	10.819798	2	2	1	37	0	0	0	0	0	0	216.774076	219.622403	222.018017	168.270615	170.176379	171.895317	7.601402	7.610853	7.090910	7.003974	6.975414	6.908755	0
5	10.819798	1	2	1	57	-1	0	-1	0	0	0	92.833184	75.306042	189.303988	144.710055	138.372685	138.318473	7.601402	10.510041	9.210440	9.105091	6.536692	6.522093	0
6	10.819798	1	1	2	37	0	0	0	0	0	0	253.773521	238.893282	240.018749	139.265933	140.071410	141.509717	7.824446	7.504392	6.489205	6.908755	6.908755	6.685861	0
7	13.122365	1	1	2	29	0	0	0	0	0	0	606.602011	641.890956	667.089199	736.650528	694.984892	688.436635	10.915107	10.596660	10.545368	9.915416	9.528867	9.530320	0
8	11.512935	2	2	2	23	0	-1	-1	0	0	-1	108.981650	19.519221	24.535688	14.899664	-12.609520	23.832751	5.942799	6.400257	0.000000	6.366470	7.431300	7.341484	0
9	11.849405	2	3	1	28	0	0	2	0	0	0	106.235587	118.730788	110.040901	110.507918	108.600184	60.991803	8.110728	0.000000	6.070738	6.908755	6.908755	6.908755	0
10	9.903538	1	3	2	35	-2	-2	-2	-2	-1	-1	1.000000	1.000000	1.000000	1.000000	114.052619	117.953381	0.000000	0.000000	0.000000	9.473320	7.023759	0.000000	0

	LIMIT_BAL	SEX	EDUCATION	MARRIAGE	AGE	PAY_0	PAY_2	PAY_3	PAY_4	PAY_5	PAY_6	BILL_AMT1	BILL_AMT2	BILL_AMT3	BILL_AMT4	BILL_AMT5	BILL_AMT6	PAY_AMT1	PAY_AMT2	PAY_AMT3	PAY_AMT4	PAY_AMT5	PAY_AMT6	default.payment.next.month
ID
29991	11.849405	1	2	1	41	0	0	0	0	0	0	371.922035	370.328233	372.975871	371.837330	222.881134	214.760332	8.699681	8.853808	8.349721	7.317212	7.601402	7.601402	0
29992	12.254868	1	2	1	34	3	2	2	2	2	2	50.009999	50.009999	50.009999	50.009999	50.009999	50.009999	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	1
29993	9.210440	1	3	1	43	0	0	0	-2	-2	-2	93.824304	101.985293	1.000000	1.000000	1.000000	1.000000	7.601402	0.000000	0.000000	0.000000	0.000000	0.000000	0
29994	11.512935	1	1	2	38	0	-1	-1	0	0	0	55.163394	37.788887	320.931457	265.757408	263.579210	234.531448	7.601402	11.624333	8.294300	8.006701	7.601402	7.601402	0
29995	11.289794	1	2	2	34	2	2	2	2	2	2	269.365922	278.763340	281.753438	278.424137	287.416075	284.884187	8.853808	8.160804	0.000000	8.853808	0.000000	8.294300	1
29996	12.301387	1	3	1	39	0	0	0	0	0	0	434.682643	439.108187	456.471248	296.656367	176.742751	126.415980	9.047939	9.903538	8.517993	8.022241	8.517393	6.908755	0
29997	11.918397	1	3	2	43	-1	-1	-1	-1	0	0	41.036569	42.766810	59.186147	94.762862	72.048595	1.000000	7.516433	8.168203	9.104869	4.867534	0.000000	0.000000	0
29998	10.308986	1	2	2	37	4	3	2	-1	0	0	59.715995	57.939624	52.526184	144.495675	143.467766	139.133030	0.000000	0.000000	9.998843	8.343078	7.601402	8.039480	1
29999	11.289794	1	3	1	41	1	-1	0	0	0	-1	-40.558600	279.964283	276.233597	229.728100	108.885261	221.235169	11.360951	8.134468	7.072422	7.563720	10.877387	7.498316	1
30000	10.819798	1	2	1	46	0	0	0	0	0	0	218.929212	221.147010	223.080703	191.143925	180.080538	123.749747	7.639642	7.496097	7.266129	6.908755	6.908755	6.908755	1

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample